Overview

Brought to you by YData

Dataset statistics

Number of variables	49
Number of observations	375141
Missing cells	2757840
Missing cells (%)	15.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	700.8 MiB
Average record size in memory	1.9 KiB

Variable types

Text	20
Numeric	19
Categorical	6
DateTime	1
URL	2
Boolean	1

Alerts

`type` has constant value "audio_features"	Constant
`rn` has constant value "1"	Constant
`time_signature` is highly imbalanced (65.7%)	Imbalance
`artist_1` has 288062 (76.8%) missing values	Missing
`artist_2` has 336841 (89.8%) missing values	Missing
`artist_3` has 361318 (96.3%) missing values	Missing
`artist_4` has 369054 (98.4%) missing values	Missing
`genre_0` has 165278 (44.1%) missing values	Missing
`genre_1` has 255655 (68.1%) missing values	Missing
`genre_2` has 297922 (79.4%) missing values	Missing
`genre_3` has 326531 (87.0%) missing values	Missing
`genre_4` has 343824 (91.7%) missing values	Missing
`duration_sec` is highly skewed (γ1 = 24.88087409)	Skewed
`track_id` has unique values	Unique
`album_popularity` has 74198 (19.8%) zeros	Zeros
`artist_popularity` has 46397 (12.4%) zeros	Zeros
`instrumentalness` has 108294 (28.9%) zeros	Zeros
`key` has 43670 (11.6%) zeros	Zeros
`track_popularity` has 147239 (39.2%) zeros	Zeros

Reproduction

Analysis started	2025-04-07 19:55:52.678046
Analysis finished	2025-04-07 19:58:26.200056
Duration	2 minutes and 33.52 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

album_id
Text

Distinct	67991
Distinct (%)	18.1%
Missing	0
Missing (%)	0.0%
Memory size	28.3 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	8253102
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	35273 ?
Unique (%)	9.4%

Sample

1st row	4zH8bbEjLe0Gdbv2FVLjnK
2nd row	4zH8bbEjLe0Gdbv2FVLjnK
3rd row	4zH8bbEjLe0Gdbv2FVLjnK
4th row	4zH8bbEjLe0Gdbv2FVLjnK
5th row	4zH8bbEjLe0Gdbv2FVLjnK

Value	Count	Frequency (%)
6qgauugdqobffpxbvdh5zp	50	< 0.1%
2ygbt5bylzy79kl5uresar	50	< 0.1%
0eyyegll3nnpsboyvs1pse	50	< 0.1%
0skwkkd8iysax45qgynmxw	50	< 0.1%
26e5up17wramsy8in8fxfn	50	< 0.1%
6clxhs4xwevf4lvbivtmvx	50	< 0.1%
3eiddelchciocgpvhbvdgr	50	< 0.1%
7zhvuvtxdqteqxwd0qpyc1	50	< 0.1%
4y7loxdpysjdjumc7de3tj	50	< 0.1%
6nk5kuoe2htosmsmi10mpl	50	< 0.1%
Other values (67981)	374641	99.9%

Most occurring characters

Value	Count	Frequency (%)
6	179568	2.2%
4	176785	2.1%
0	176243	2.1%
1	175266	2.1%
5	174672	2.1%
3	174474	2.1%
2	174246	2.1%
7	164886	2.0%
e	130397	1.6%
K	129545	1.6%
Other values (52)	6597020	79.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	179568	2.2%
4	176785	2.1%
0	176243	2.1%
1	175266	2.1%
5	174672	2.1%
3	174474	2.1%
2	174246	2.1%
7	164886	2.0%
e	130397	1.6%
K	129545	1.6%
Other values (52)	6597020	79.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	179568	2.2%
4	176785	2.1%
0	176243	2.1%
1	175266	2.1%
5	174672	2.1%
3	174474	2.1%
2	174246	2.1%
7	164886	2.0%
e	130397	1.6%
K	129545	1.6%
Other values (52)	6597020	79.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	179568	2.2%
4	176785	2.1%
0	176243	2.1%
1	175266	2.1%
5	174672	2.1%
3	174474	2.1%
2	174246	2.1%
7	164886	2.0%
e	130397	1.6%
K	129545	1.6%
Other values (52)	6597020	79.9%

album_name
Text

Distinct	61467
Distinct (%)	16.4%
Missing	1
Missing (%)	< 0.1%
Memory size	32.2 MiB

Length

Max length	303
Median length	191
Mean length	27.877225
Min length	1

Characters and Unicode

Total characters	10457862
Distinct characters	1809
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30260 ?
Unique (%)	8.1%

Sample

1st row	Son Of Tabu
2nd row	Son Of Tabu
3rd row	Son Of Tabu
4th row	Son Of Tabu
5th row	Son Of Tabu

Value	Count	Frequency (%)
the	75826	4.3%
	62591	3.5%
of	37047	2.1%
in	19119	1.1%
karaoke	18995	1.1%
to	18920	1.1%
2	17264	1.0%
vol	16870	0.9%
a	16574	0.9%
and	14697	0.8%
Other values (33981)	1479194	83.2%

Most occurring characters

Value	Count	Frequency (%)
	1401913	13.4%
e	882683	8.4%
a	599648	5.7%
o	592869	5.7%
i	578901	5.5%
n	537521	5.1%
r	495184	4.7%
t	418396	4.0%
s	387952	3.7%
l	369148	3.5%
Other values (1799)	4193647	40.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10457862	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1401913	13.4%
e	882683	8.4%
a	599648	5.7%
o	592869	5.7%
i	578901	5.5%
n	537521	5.1%
r	495184	4.7%
t	418396	4.0%
s	387952	3.7%
l	369148	3.5%
Other values (1799)	4193647	40.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10457862	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1401913	13.4%
e	882683	8.4%
a	599648	5.7%
o	592869	5.7%
i	578901	5.5%
n	537521	5.1%
r	495184	4.7%
t	418396	4.0%
s	387952	3.7%
l	369148	3.5%
Other values (1799)	4193647	40.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10457862	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1401913	13.4%
e	882683	8.4%
a	599648	5.7%
o	592869	5.7%
i	578901	5.5%
n	537521	5.1%
r	495184	4.7%
t	418396	4.0%
s	387952	3.7%
l	369148	3.5%
Other values (1799)	4193647	40.1%

album_popularity
Real number (ℝ)

Zeros

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.13202

Minimum	0
Maximum	100
Zeros	74198
Zeros (%)	19.8%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	28
95-th percentile	62
Maximum	100
Range	100
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	20.371022
Coefficient of variation (CV)	1.1890613
Kurtosis	0.81286298
Mean	17.13202
Median Absolute Deviation (MAD)	8
Skewness	1.2869481
Sum	6426923
Variance	414.97853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74198	19.8%
1	34489	9.2%
2	20297	5.4%
3	15216	4.1%
4	11668	3.1%
5	10391	2.8%
6	8569	2.3%
7	8440	2.2%
8	7467	2.0%
11	6542	1.7%
Other values (89)	177864	47.4%

Value	Count	Frequency (%)
0	74198	19.8%
1	34489	9.2%
2	20297	5.4%
3	15216	4.1%
4	11668	3.1%
5	10391	2.8%
6	8569	2.3%
7	8440	2.2%
8	7467	2.0%
9	6189	1.6%

Value	Count	Frequency (%)
100	22	< 0.1%
98	21	< 0.1%
97	17	< 0.1%
95	46	< 0.1%
94	26	< 0.1%
93	10	< 0.1%
92	68	< 0.1%
91	78	< 0.1%
90	11	< 0.1%
89	109	< 0.1%

album_type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.3 MiB

album	297589
single	77552

Length

Max length	6
Median length	5
Mean length	5.2067276
Min length	5

Characters and Unicode

Total characters	1953257
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	album
2nd row	album
3rd row	album
4th row	album
5th row	album

Common Values

Value	Count	Frequency (%)
album	297589	79.3%
single	77552	20.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
album	297589	79.3%
single	77552	20.7%

Most occurring characters

Value	Count	Frequency (%)
l	375141	19.2%
a	297589	15.2%
b	297589	15.2%
u	297589	15.2%
m	297589	15.2%
s	77552	4.0%
i	77552	4.0%
n	77552	4.0%
g	77552	4.0%
e	77552	4.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1953257	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	375141	19.2%
a	297589	15.2%
b	297589	15.2%
u	297589	15.2%
m	297589	15.2%
s	77552	4.0%
i	77552	4.0%
n	77552	4.0%
g	77552	4.0%
e	77552	4.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1953257	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	375141	19.2%
a	297589	15.2%
b	297589	15.2%
u	297589	15.2%
m	297589	15.2%
s	77552	4.0%
i	77552	4.0%
n	77552	4.0%
g	77552	4.0%
e	77552	4.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1953257	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	375141	19.2%
a	297589	15.2%
b	297589	15.2%
u	297589	15.2%
m	297589	15.2%
s	77552	4.0%
i	77552	4.0%
n	77552	4.0%
g	77552	4.0%
e	77552	4.0%

artists
Text

Distinct	66002
Distinct (%)	17.6%
Missing	0
Missing (%)	0.0%
Memory size	30.7 MiB

Length

Max length	661
Median length	300
Mean length	24.827761
Min length	4

Characters and Unicode

Total characters	9313911
Distinct characters	1393
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	39611 ?
Unique (%)	10.6%

Sample

1st row	['AB']
2nd row	['AB', '22nd Jim']
3rd row	['AB', 'Veeze']
4th row	['AB']
5th row	['AB']

Value	Count	Frequency (%)
the	26962	2.3%
karaoke	15631	1.3%
	9264	0.8%
music	8900	0.8%
miguel	7604	0.7%
of	7411	0.6%
sound	6349	0.5%
orchestra	5539	0.5%
band	5182	0.4%
lil	4965	0.4%
Other values (52677)	1067454	91.6%

Most occurring characters

Value	Count	Frequency (%)
'	1053942	11.3%
	790120	8.5%
e	611816	6.6%
a	586210	6.3%
i	434836	4.7%
n	428456	4.6%
o	424873	4.6%
r	400797	4.3%
]	375161	4.0%
[	375161	4.0%
Other values (1383)	3832539	41.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9313911	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	1053942	11.3%
	790120	8.5%
e	611816	6.6%
a	586210	6.3%
i	434836	4.7%
n	428456	4.6%
o	424873	4.6%
r	400797	4.3%
]	375161	4.0%
[	375161	4.0%
Other values (1383)	3832539	41.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9313911	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	1053942	11.3%
	790120	8.5%
e	611816	6.6%
a	586210	6.3%
i	434836	4.7%
n	428456	4.6%
o	424873	4.6%
r	400797	4.3%
]	375161	4.0%
[	375161	4.0%
Other values (1383)	3832539	41.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9313911	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	1053942	11.3%
	790120	8.5%
e	611816	6.6%
a	586210	6.3%
i	434836	4.7%
n	428456	4.6%
o	424873	4.6%
r	400797	4.3%
]	375161	4.0%
[	375161	4.0%
Other values (1383)	3832539	41.1%

artist_0
Text

Distinct	35112
Distinct (%)	9.4%
Missing	2
Missing (%)	< 0.1%
Memory size	25.7 MiB

Length

Max length	112
Median length	76
Mean length	13.314974
Min length	1

Characters and Unicode

Total characters	4994966
Distinct characters	1144
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15458 ?
Unique (%)	4.1%

Sample

1st row	AB
2nd row	AB
3rd row	AB
4th row	AB
5th row	AB

Value	Count	Frequency (%)
the	22023	2.7%
karaoke	15629	1.9%
	7748	0.9%
miguel	7340	0.9%
music	6795	0.8%
band	4975	0.6%
johnny	4211	0.5%
piano	4109	0.5%
ameritz	3836	0.5%
anthony	3700	0.5%
Other values (30943)	736929	90.2%

Most occurring characters

Value	Count	Frequency (%)
	442199	8.9%
e	416740	8.3%
a	411730	8.2%
i	298783	6.0%
o	297494	6.0%
n	293986	5.9%
r	271875	5.4%
l	207189	4.1%
s	183914	3.7%
t	183224	3.7%
Other values (1134)	1987832	39.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4994966	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	442199	8.9%
e	416740	8.3%
a	411730	8.2%
i	298783	6.0%
o	297494	6.0%
n	293986	5.9%
r	271875	5.4%
l	207189	4.1%
s	183914	3.7%
t	183224	3.7%
Other values (1134)	1987832	39.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4994966	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	442199	8.9%
e	416740	8.3%
a	411730	8.2%
i	298783	6.0%
o	297494	6.0%
n	293986	5.9%
r	271875	5.4%
l	207189	4.1%
s	183914	3.7%
t	183224	3.7%
Other values (1134)	1987832	39.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4994966	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	442199	8.9%
e	416740	8.3%
a	411730	8.2%
i	298783	6.0%
o	297494	6.0%
n	293986	5.9%
r	271875	5.4%
l	207189	4.1%
s	183914	3.7%
t	183224	3.7%
Other values (1134)	1987832	39.8%

artist_1
Text

Missing

Distinct	24641
Distinct (%)	28.3%
Missing	288062
Missing (%)	76.8%
Memory size	14.8 MiB

Length

Max length	85
Median length	64
Mean length	13.133396
Min length	1

Characters and Unicode

Total characters	1143643
Distinct characters	659
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	16092 ?
Unique (%)	18.5%

Sample

1st row	22nd Jim
2nd row	Veeze
3rd row	Zogno
4th row	Jay Africano
5th row	Ricochet

Value	Count	Frequency (%)
the	2888	1.6%
of	2135	1.2%
sound	1870	1.0%
center	1545	0.8%
choir	1496	0.8%
healing	1481	0.8%
st	1277	0.7%
music	1168	0.6%
	1057	0.6%
lil	1044	0.6%
Other values (24137)	169460	91.4%

Most occurring characters

Value	Count	Frequency (%)
e	99103	8.7%
	98344	8.6%
a	90414	7.9%
i	72064	6.3%
n	69785	6.1%
o	66661	5.8%
r	63635	5.6%
l	46867	4.1%
s	41480	3.6%
t	40928	3.6%
Other values (649)	454362	39.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1143643	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	99103	8.7%
	98344	8.6%
a	90414	7.9%
i	72064	6.3%
n	69785	6.1%
o	66661	5.8%
r	63635	5.6%
l	46867	4.1%
s	41480	3.6%
t	40928	3.6%
Other values (649)	454362	39.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1143643	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	99103	8.7%
	98344	8.6%
a	90414	7.9%
i	72064	6.3%
n	69785	6.1%
o	66661	5.8%
r	63635	5.6%
l	46867	4.1%
s	41480	3.6%
t	40928	3.6%
Other values (649)	454362	39.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1143643	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	99103	8.7%
	98344	8.6%
a	90414	7.9%
i	72064	6.3%
n	69785	6.1%
o	66661	5.8%
r	63635	5.6%
l	46867	4.1%
s	41480	3.6%
t	40928	3.6%
Other values (649)	454362	39.7%

artist_2
Text

Missing

Distinct	9567
Distinct (%)	25.0%
Missing	336841
Missing (%)	89.8%
Memory size	13.0 MiB

Length

Max length	76
Median length	49
Mean length	15.174021
Min length	1

Characters and Unicode

Total characters	581165
Distinct characters	308
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6048 ?
Unique (%)	15.8%

Sample

1st row	Helko
2nd row	Ricochet
3rd row	Rom3
4th row	Spliff Roland
5th row	RickeyLynnPianist

Value	Count	Frequency (%)
sound	1663	1.8%
orchestra	1508	1.6%
of	1332	1.5%
center	1312	1.4%
healing	1310	1.4%
de	1061	1.2%
the	1024	1.1%
sounds	915	1.0%
music	840	0.9%
nature	828	0.9%
Other values (10946)	79846	87.1%

Most occurring characters

Value	Count	Frequency (%)
	53339	9.2%
e	53165	9.1%
a	46210	8.0%
n	36015	6.2%
i	35986	6.2%
o	33486	5.8%
r	32871	5.7%
t	23731	4.1%
l	23527	4.0%
s	22394	3.9%
Other values (298)	220441	37.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	581165	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	53339	9.2%
e	53165	9.1%
a	46210	8.0%
n	36015	6.2%
i	35986	6.2%
o	33486	5.8%
r	32871	5.7%
t	23731	4.1%
l	23527	4.0%
s	22394	3.9%
Other values (298)	220441	37.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	581165	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	53339	9.2%
e	53165	9.1%
a	46210	8.0%
n	36015	6.2%
i	35986	6.2%
o	33486	5.8%
r	32871	5.7%
t	23731	4.1%
l	23527	4.0%
s	22394	3.9%
Other values (298)	220441	37.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	581165	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	53339	9.2%
e	53165	9.1%
a	46210	8.0%
n	36015	6.2%
i	35986	6.2%
o	33486	5.8%
r	32871	5.7%
t	23731	4.1%
l	23527	4.0%
s	22394	3.9%
Other values (298)	220441	37.9%

artist_3
Text

Missing

Distinct	3828
Distinct (%)	27.7%
Missing	361318
Missing (%)	96.3%
Memory size	12.0 MiB

Length

Max length	79
Median length	46
Mean length	14.923606
Min length	1

Characters and Unicode

Total characters	206289
Distinct characters	155
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2285 ?
Unique (%)	16.5%

Sample

1st row	Akim Akena
2nd row	FastCash Jizzle
3rd row	Mc Menor Da Ms
4th row	Mrs Dv
5th row	RIKI

Value	Count	Frequency (%)
orchestra	846	2.7%
of	464	1.5%
the	457	1.5%
symphony	332	1.1%
st	318	1.0%
choir	306	1.0%
john	256	0.8%
sir	252	0.8%
george	238	0.8%
martin	222	0.7%
Other values (5121)	27751	88.3%

Most occurring characters

Value	Count	Frequency (%)
e	18243	8.8%
	17619	8.5%
a	16348	7.9%
r	14283	6.9%
n	12871	6.2%
i	12814	6.2%
o	12036	5.8%
l	8767	4.2%
s	8292	4.0%
t	7988	3.9%
Other values (145)	77028	37.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	206289	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	18243	8.8%
	17619	8.5%
a	16348	7.9%
r	14283	6.9%
n	12871	6.2%
i	12814	6.2%
o	12036	5.8%
l	8767	4.2%
s	8292	4.0%
t	7988	3.9%
Other values (145)	77028	37.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	206289	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	18243	8.8%
	17619	8.5%
a	16348	7.9%
r	14283	6.9%
n	12871	6.2%
i	12814	6.2%
o	12036	5.8%
l	8767	4.2%
s	8292	4.0%
t	7988	3.9%
Other values (145)	77028	37.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	206289	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	18243	8.8%
	17619	8.5%
a	16348	7.9%
r	14283	6.9%
n	12871	6.2%
i	12814	6.2%
o	12036	5.8%
l	8767	4.2%
s	8292	4.0%
t	7988	3.9%
Other values (145)	77028	37.3%

artist_4
Text

Missing

Distinct	1756
Distinct (%)	28.8%
Missing	369054
Missing (%)	98.4%
Memory size	11.7 MiB

Length

Max length	79
Median length	44
Mean length	14.904386
Min length	1

Characters and Unicode

Total characters	90723
Distinct characters	121
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1036 ?
Unique (%)	17.0%

Sample

1st row	Jus'
2nd row	FastCash CMoney
3rd row	PaTra Freshy
4th row	Lil Wil
5th row	H

Value	Count	Frequency (%)
orchestra	211	1.5%
of	210	1.5%
james	164	1.2%
the	152	1.1%
st	136	1.0%
stephen	122	0.9%
john	119	0.9%
choir	109	0.8%
mark	98	0.7%
george	98	0.7%
Other values (2603)	12397	89.7%

Most occurring characters

Value	Count	Frequency (%)
e	8495	9.4%
	7729	8.5%
a	7455	8.2%
r	6115	6.7%
n	5597	6.2%
o	5487	6.0%
i	5006	5.5%
t	3928	4.3%
l	3820	4.2%
s	3436	3.8%
Other values (111)	33655	37.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90723	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8495	9.4%
	7729	8.5%
a	7455	8.2%
r	6115	6.7%
n	5597	6.2%
o	5487	6.0%
i	5006	5.5%
t	3928	4.3%
l	3820	4.2%
s	3436	3.8%
Other values (111)	33655	37.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90723	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8495	9.4%
	7729	8.5%
a	7455	8.2%
r	6115	6.7%
n	5597	6.2%
o	5487	6.0%
i	5006	5.5%
t	3928	4.3%
l	3820	4.2%
s	3436	3.8%
Other values (111)	33655	37.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90723	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8495	9.4%
	7729	8.5%
a	7455	8.2%
r	6115	6.7%
n	5597	6.2%
o	5487	6.0%
i	5006	5.5%
t	3928	4.3%
l	3820	4.2%
s	3436	3.8%
Other values (111)	33655	37.1%

artist_id
Text

Distinct	31699
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Memory size	28.3 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	8253102
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12989 ?
Unique (%)	3.5%

Sample

1st row	08jcfs5JspUBqM3rbFNUzm
2nd row	08jcfs5JspUBqM3rbFNUzm
3rd row	08jcfs5JspUBqM3rbFNUzm
4th row	08jcfs5JspUBqM3rbFNUzm
5th row	08jcfs5JspUBqM3rbFNUzm

Value	Count	Frequency (%)
5aiqb5nvvvmfsvsdexz408	2292	0.6%
6kacvpfconqzgfef5ryl0x	1897	0.5%
5ulovkzunjcjorzhhtwwij	1763	0.5%
3ctgjaslnn3ym8shm5jujn	1455	0.4%
2o5jdhthvphrjdv3ceq99z	1442	0.4%
6lcthtphtxxcydjz1izjuv	1350	0.4%
796osrub0e9hq55utfl9u8	1342	0.4%
0fqntkf71zmqozmb1ulput	1285	0.3%
06hl4z0cvfaxyc27gxpf02	938	0.3%
46mfshagvgedatk3aixg4l	937	0.2%
Other values (31689)	360440	96.1%

Most occurring characters

Value	Count	Frequency (%)
0	188870	2.3%
6	182853	2.2%
4	179969	2.2%
5	174242	2.1%
3	171796	2.1%
2	167570	2.0%
1	167131	2.0%
7	163904	2.0%
J	135703	1.6%
h	135142	1.6%
Other values (52)	6585922	79.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	188870	2.3%
6	182853	2.2%
4	179969	2.2%
5	174242	2.1%
3	171796	2.1%
2	167570	2.0%
1	167131	2.0%
7	163904	2.0%
J	135703	1.6%
h	135142	1.6%
Other values (52)	6585922	79.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	188870	2.3%
6	182853	2.2%
4	179969	2.2%
5	174242	2.1%
3	171796	2.1%
2	167570	2.0%
1	167131	2.0%
7	163904	2.0%
J	135703	1.6%
h	135142	1.6%
Other values (52)	6585922	79.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	188870	2.3%
6	182853	2.2%
4	179969	2.2%
5	174242	2.1%
3	171796	2.1%
2	167570	2.0%
1	167131	2.0%
7	163904	2.0%
J	135703	1.6%
h	135142	1.6%
Other values (52)	6585922	79.8%

duration_sec
Real number (ℝ)

Skewed

Distinct	138290
Distinct (%)	36.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215.42777

Minimum	0
Maximum	17919
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	82.152
Q1	159.7
median	204.545
Q3	251.48
95-th percentile	372.173
Maximum	17919
Range	17919
Interquartile range (IQR)	91.78

Descriptive statistics

Standard deviation	125.72742
Coefficient of variation (CV)	0.58361752
Kurtosis	2392.8917
Mean	215.42777
Median Absolute Deviation (MAD)	45.868
Skewness	24.880874
Sum	80815789
Variance	15807.385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	1629	0.4%
192	336	0.1%
180	283	0.1%
240	277	0.1%
60	212	0.1%
150	192	0.1%
160	175	< 0.1%
216	170	< 0.1%
144	164	< 0.1%
96	162	< 0.1%
Other values (138280)	371541	99.0%

Value	Count	Frequency (%)
0	2	< 0.1%
0.184	1	< 0.1%
0.737	1	< 0.1%
0.798	1	< 0.1%
0.85	1	< 0.1%
1.858	1	< 0.1%
2.127	1	< 0.1%
2.131	1	< 0.1%
2.205	1	< 0.1%
2.508	1	< 0.1%

Value	Count	Frequency (%)
17919	1	< 0.1%
17040	1	< 0.1%
12813.333	1	< 0.1%
7295.5	1	< 0.1%
5280.026	1	< 0.1%
5014.686	1	< 0.1%
4945.293	1	< 0.1%
4777.826	1	< 0.1%
4737.986	1	< 0.1%
4669.72	1	< 0.1%

label
Text

Distinct	29638
Distinct (%)	7.9%
Missing	52
Missing (%)	< 0.1%
Memory size	26.4 MiB

Length

Max length	149
Median length	96
Mean length	15.945344
Min length	1

Characters and Unicode

Total characters	5980923
Distinct characters	804
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12185 ?
Unique (%)	3.2%

Sample

1st row	About Benjamin Records
2nd row	About Benjamin Records
3rd row	About Benjamin Records
4th row	About Benjamin Records
5th row	About Benjamin Records

Value	Count	Frequency (%)
records	86381	9.5%
music	56637	6.3%
entertainment	12311	1.4%
	11895	1.3%
ltd	11338	1.3%
dk	11022	1.2%
recordings	8807	1.0%
group	8388	0.9%
llc	8324	0.9%
the	7501	0.8%
Other values (26389)	682446	75.4%

Most occurring characters

Value	Count	Frequency (%)
	529961	8.9%
e	452823	7.6%
o	359120	6.0%
r	344163	5.8%
i	343961	5.8%
a	324176	5.4%
s	317224	5.3%
n	288832	4.8%
c	263666	4.4%
t	230870	3.9%
Other values (794)	2526127	42.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5980923	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	529961	8.9%
e	452823	7.6%
o	359120	6.0%
r	344163	5.8%
i	343961	5.8%
a	324176	5.4%
s	317224	5.3%
n	288832	4.8%
c	263666	4.4%
t	230870	3.9%
Other values (794)	2526127	42.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5980923	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	529961	8.9%
e	452823	7.6%
o	359120	6.0%
r	344163	5.8%
i	343961	5.8%
a	324176	5.4%
s	317224	5.3%
n	288832	4.8%
c	263666	4.4%
t	230870	3.9%
Other values (794)	2526127	42.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5980923	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	529961	8.9%
e	452823	7.6%
o	359120	6.0%
r	344163	5.8%
i	343961	5.8%
a	324176	5.4%
s	317224	5.3%
n	288832	4.8%
c	263666	4.4%
t	230870	3.9%
Other values (794)	2526127	42.2%

release_date
Date

Distinct	7503
Distinct (%)	2.0%
Missing	22
Missing (%)	< 0.1%
Memory size	2.9 MiB

Minimum	1886-01-01 00:00:00+00:00
Maximum	2023-12-22 00:00:00+00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

total_tracks
Real number (ℝ)

Distinct	151
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.258711

Minimum	1
Maximum	984
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	8
median	13
Q3	20
95-th percentile	50
Maximum	984
Range	983
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	26.674688
Coefficient of variation (CV)	1.4609295
Kurtosis	429.39888
Mean	18.258711
Median Absolute Deviation (MAD)	6
Skewness	14.571685
Sum	6849591
Variance	711.53899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	34736	9.3%
10	30071	8.0%
12	27286	7.3%
11	19864	5.3%
14	18289	4.9%
13	17333	4.6%
15	16858	4.5%
16	14168	3.8%
8	11356	3.0%
20	11320	3.0%
Other values (141)	173860	46.3%

Value	Count	Frequency (%)
1	34736	9.3%
2	9838	2.6%
3	7354	2.0%
4	6829	1.8%
5	7908	2.1%
6	9254	2.5%
7	8139	2.2%
8	11356	3.0%
9	11265	3.0%
10	30071	8.0%

Value	Count	Frequency (%)
984	50	< 0.1%
928	50	< 0.1%
389	50	< 0.1%
336	50	< 0.1%
283	50	< 0.1%
274	50	< 0.1%
247	50	< 0.1%
244	50	< 0.1%
243	50	< 0.1%
239	50	< 0.1%

track_id
Text

Unique

Distinct	375141
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	28.3 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	8253102
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	375141 ?
Unique (%)	100.0%

Sample

1st row	5JucnTkqh8uCZGggL1xxvv
2nd row	4VWrKNG3ssyZeboTgQ7Kj1
3rd row	6JsVrTLJPSOSpgJSnZyfSK
4th row	7pZpw1xJWIavCUGqXPPriP
5th row	0ylqwc3gcJdJotKd4SfMiu

Value	Count	Frequency (%)
5jucntkqh8uczgggl1xxvv	1	< 0.1%
6jsvrtljpsospgjsnzyfsk	1	< 0.1%
0ylqwc3gcjdjotkd4sfmiu	1	< 0.1%
33prxoje4bkggcsvop6it6	1	< 0.1%
3fxaezpdnw3x0uxpwkucpl	1	< 0.1%
50tz5mxmfwevbz5btmcmmi	1	< 0.1%
4izfhrlg0qk0xspodsanbh	1	< 0.1%
21ep4am1asi5fn43gpnes1	1	< 0.1%
5a4pbcktf3a0fxrwyrgi5p	1	< 0.1%
33vntbqnz3p6ygc876has1	1	< 0.1%
Other values (375131)	375131	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
2	175737	2.1%
5	175517	2.1%
0	175437	2.1%
1	175310	2.1%
3	175299	2.1%
4	175090	2.1%
6	174946	2.1%
7	165541	2.0%
b	128034	1.6%
a	127875	1.5%
Other values (52)	6604316	80.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	175737	2.1%
5	175517	2.1%
0	175437	2.1%
1	175310	2.1%
3	175299	2.1%
4	175090	2.1%
6	174946	2.1%
7	165541	2.0%
b	128034	1.6%
a	127875	1.5%
Other values (52)	6604316	80.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	175737	2.1%
5	175517	2.1%
0	175437	2.1%
1	175310	2.1%
3	175299	2.1%
4	175090	2.1%
6	174946	2.1%
7	165541	2.0%
b	128034	1.6%
a	127875	1.5%
Other values (52)	6604316	80.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8253102	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	175737	2.1%
5	175517	2.1%
0	175437	2.1%
1	175310	2.1%
3	175299	2.1%
4	175090	2.1%
6	174946	2.1%
7	165541	2.0%
b	128034	1.6%
a	127875	1.5%
Other values (52)	6604316	80.0%

track_name
Text

Distinct	275523
Distinct (%)	73.4%
Missing	5
Missing (%)	< 0.1%
Memory size	30.2 MiB

Length

Max length	343
Median length	242
Mean length	23.327345
Min length	1

Characters and Unicode

Total characters	8750927
Distinct characters	3562
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	238357 ?
Unique (%)	63.5%

Sample

1st row	Intro
2nd row	Play It Cool
3rd row	3 Peat
4th row	Affiliated
5th row	Springfield

Value	Count	Frequency (%)
	78043	4.9%
the	50526	3.2%
of	23686	1.5%
in	22436	1.4%
version	22339	1.4%
you	16086	1.0%
i	14706	0.9%
a	14115	0.9%
karaoke	14030	0.9%
me	12478	0.8%
Other values (102673)	1322296	83.1%

Most occurring characters

Value	Count	Frequency (%)
	1215578	13.9%
e	766086	8.8%
a	512341	5.9%
o	492285	5.6%
i	446132	5.1%
n	445458	5.1%
r	415633	4.7%
t	352915	4.0%
l	283882	3.2%
s	277766	3.2%
Other values (3552)	3542851	40.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8750927	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1215578	13.9%
e	766086	8.8%
a	512341	5.9%
o	492285	5.6%
i	446132	5.1%
n	445458	5.1%
r	415633	4.7%
t	352915	4.0%
l	283882	3.2%
s	277766	3.2%
Other values (3552)	3542851	40.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8750927	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1215578	13.9%
e	766086	8.8%
a	512341	5.9%
o	492285	5.6%
i	446132	5.1%
n	445458	5.1%
r	415633	4.7%
t	352915	4.0%
l	283882	3.2%
s	277766	3.2%
Other values (3552)	3542851	40.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8750927	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1215578	13.9%
e	766086	8.8%
a	512341	5.9%
o	492285	5.6%
i	446132	5.1%
n	445458	5.1%
r	415633	4.7%
t	352915	4.0%
l	283882	3.2%
s	277766	3.2%
Other values (3552)	3542851	40.5%

track_number
Real number (ℝ)

Distinct	50
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0393665

Minimum	1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	6
Q3	11
95-th percentile	24
Maximum	50
Range	49
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	8.0892649
Coefficient of variation (CV)	1.0062068
Kurtosis	5.8870638
Mean	8.0393665
Median Absolute Deviation (MAD)	4
Skewness	2.1583865
Sum	3015896
Variance	65.436207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	67976	18.1%
2	33415	8.9%
3	28501	7.6%
4	25982	6.9%
5	24210	6.5%
6	22584	6.0%
7	20984	5.6%
8	19807	5.3%
9	18280	4.9%
10	16943	4.5%
Other values (40)	96459	25.7%

Value	Count	Frequency (%)
1	67976	18.1%
2	33415	8.9%
3	28501	7.6%
4	25982	6.9%
5	24210	6.5%
6	22584	6.0%
7	20984	5.6%
8	19807	5.3%
9	18280	4.9%
10	16943	4.5%

Value	Count	Frequency (%)
50	379	0.1%
49	392	0.1%
48	397	0.1%
47	414	0.1%
46	423	0.1%
45	442	0.1%
44	444	0.1%
43	457	0.1%
42	476	0.1%
41	481	0.1%

artist_genres
Text

Distinct	5993
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	28.1 MiB

Length

Max length	218
Median length	199
Mean length	21.416385
Min length	2

Characters and Unicode

Total characters	8034164
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1121 ?
Unique (%)	0.3%

Sample

1st row	[]
2nd row	[]
3rd row	[]
4th row	[]
5th row	[]

Value	Count	Frequency (%)
	165278	15.1%
pop	63314	5.8%
rock	51019	4.6%
rap	41723	3.8%
hip	36123	3.3%
hop	35057	3.2%
country	21462	2.0%
classical	18741	1.7%
karaoke	15505	1.4%
metal	12822	1.2%
Other values (2094)	636202	58.0%

Most occurring characters

Value	Count	Frequency (%)
'	1036082	12.9%
	722105	9.0%
a	547658	6.8%
o	503034	6.3%
r	444808	5.5%
e	394316	4.9%
[	375141	4.7%
]	375141	4.7%
p	362957	4.5%
n	330971	4.1%
Other values (34)	2941951	36.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8034164	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	1036082	12.9%
	722105	9.0%
a	547658	6.8%
o	503034	6.3%
r	444808	5.5%
e	394316	4.9%
[	375141	4.7%
]	375141	4.7%
p	362957	4.5%
n	330971	4.1%
Other values (34)	2941951	36.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8034164	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	1036082	12.9%
	722105	9.0%
a	547658	6.8%
o	503034	6.3%
r	444808	5.5%
e	394316	4.9%
[	375141	4.7%
]	375141	4.7%
p	362957	4.5%
n	330971	4.1%
Other values (34)	2941951	36.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8034164	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	1036082	12.9%
	722105	9.0%
a	547658	6.8%
o	503034	6.3%
r	444808	5.5%
e	394316	4.9%
[	375141	4.7%
]	375141	4.7%
p	362957	4.5%
n	330971	4.1%
Other values (34)	2941951	36.6%

artist_popularity
Real number (ℝ)

Zeros

Distinct	94
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.346552

Minimum	0
Maximum	100
Zeros	46397
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	24
Q3	48
95-th percentile	79
Maximum	100
Range	100
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	26.250589
Coefficient of variation (CV)	0.89450332
Kurtosis	-0.69037169
Mean	29.346552
Median Absolute Deviation (MAD)	20
Skewness	0.66395303
Sum	11009095
Variance	689.0934
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46397	12.4%
1	16746	4.5%
2	10475	2.8%
4	8699	2.3%
3	8447	2.3%
32	8231	2.2%
22	7251	1.9%
5	7063	1.9%
6	6457	1.7%
29	5815	1.6%
Other values (84)	249560	66.5%

Value	Count	Frequency (%)
0	46397	12.4%
1	16746	4.5%
2	10475	2.8%
3	8447	2.3%
4	8699	2.3%
5	7063	1.9%
6	6457	1.7%
7	5209	1.4%
8	5098	1.4%
9	4147	1.1%

Value	Count	Frequency (%)
100	938	0.3%
95	785	0.2%
93	407	0.1%
90	403	0.1%
89	1009	0.3%
88	1448	0.4%
87	398	0.1%
86	1373	0.4%
85	1495	0.4%
84	1160	0.3%

followers
Real number (ℝ)

Distinct	12001
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2282645.6

Minimum	0
Maximum	1.1603564 × 10⁸
Zeros	3009
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	250
median	3511
Q3	98161
95-th percentile	10790145
Maximum	1.1603564 × 10⁸
Range	1.1603564 × 10⁸
Interquartile range (IQR)	97911

Descriptive statistics

Standard deviation	9635134.6
Coefficient of variation (CV)	4.2210384
Kurtosis	55.288337
Mean	2282645.6
Median Absolute Deviation (MAD)	3497
Skewness	7.0039867
Sum	8.5631394 × 10¹¹
Variance	9.2835819 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3009	0.8%
4216717	2003	0.5%
1	2001	0.5%
6120030	1897	0.5%
2	1713	0.5%
4	1539	0.4%
8	1502	0.4%
6	1489	0.4%
3	1467	0.4%
7229863	1437	0.4%
Other values (11991)	357084	95.2%

Value	Count	Frequency (%)
0	3009	0.8%
1	2001	0.5%
2	1713	0.5%
3	1467	0.4%
4	1539	0.4%
5	1241	0.3%
6	1489	0.4%
7	1436	0.4%
8	1502	0.4%
9	1032	0.3%

Value	Count	Frequency (%)
116035640	2	< 0.1%
116016052	6	< 0.1%
115998928	6	< 0.1%
95859165	938	0.3%
95741850	18	< 0.1%
95710972	230	0.1%
89996504	70	< 0.1%
83298497	648	0.2%
79891173	742	0.2%
77931484	137	< 0.1%

name
Text

Distinct	30948
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Memory size	25.8 MiB

Length

Max length	193
Median length	75
Mean length	13.402409
Min length	1

Characters and Unicode

Total characters	5027793
Distinct characters	1034
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12662 ?
Unique (%)	3.4%

Sample

1st row	AB
2nd row	AB
3rd row	AB
4th row	AB
5th row	AB

Value	Count	Frequency (%)
the	22045	2.7%
karaoke	15678	1.9%
	8187	1.0%
miguel	7378	0.9%
music	6903	0.8%
band	4970	0.6%
johnny	4370	0.5%
piano	4101	0.5%
ameritz	3869	0.5%
anthony	3726	0.5%
Other values (27637)	741262	90.1%

Most occurring characters

Value	Count	Frequency (%)
	447391	8.9%
e	418112	8.3%
a	412756	8.2%
o	302190	6.0%
i	300753	6.0%
n	293051	5.8%
r	273851	5.4%
l	205932	4.1%
s	186095	3.7%
t	184898	3.7%
Other values (1024)	2002764	39.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5027793	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	447391	8.9%
e	418112	8.3%
a	412756	8.2%
o	302190	6.0%
i	300753	6.0%
n	293051	5.8%
r	273851	5.4%
l	205932	4.1%
s	186095	3.7%
t	184898	3.7%
Other values (1024)	2002764	39.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5027793	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	447391	8.9%
e	418112	8.3%
a	412756	8.2%
o	302190	6.0%
i	300753	6.0%
n	293051	5.8%
r	273851	5.4%
l	205932	4.1%
s	186095	3.7%
t	184898	3.7%
Other values (1024)	2002764	39.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5027793	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	447391	8.9%
e	418112	8.3%
a	412756	8.2%
o	302190	6.0%
i	300753	6.0%
n	293051	5.8%
r	273851	5.4%
l	205932	4.1%
s	186095	3.7%
t	184898	3.7%
Other values (1024)	2002764	39.8%

genre_0
Text

Missing

Distinct	3008
Distinct (%)	1.4%
Missing	165278
Missing (%)	44.1%
Memory size	18.7 MiB

Length

Max length	33
Median length	28
Mean length	11.350548
Min length	2

Characters and Unicode

Total characters	2382060
Distinct characters	40
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	366 ?
Unique (%)	0.2%

Sample

1st row	indie hip hop
2nd row	australian hardcore
3rd row	australian hardcore
4th row	australian hardcore
5th row	australian hardcore

Value	Count	Frequency (%)
pop	23770	6.2%
hip	15956	4.2%
hop	15396	4.0%
karaoke	15344	4.0%
rock	11063	2.9%
country	8317	2.2%
classical	8057	2.1%
rap	7514	2.0%
classic	6894	1.8%
alternative	6181	1.6%
Other values (1763)	262544	68.9%

Most occurring characters

Value	Count	Frequency (%)
a	254287	10.7%
o	208826	8.8%
	171173	7.2%
r	169173	7.1%
e	163373	6.9%
i	154335	6.5%
n	136741	5.7%
p	136729	5.7%
c	131722	5.5%
s	120175	5.0%
Other values (30)	735526	30.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2382060	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	254287	10.7%
o	208826	8.8%
	171173	7.2%
r	169173	7.1%
e	163373	6.9%
i	154335	6.5%
n	136741	5.7%
p	136729	5.7%
c	131722	5.5%
s	120175	5.0%
Other values (30)	735526	30.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2382060	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	254287	10.7%
o	208826	8.8%
	171173	7.2%
r	169173	7.1%
e	163373	6.9%
i	154335	6.5%
n	136741	5.7%
p	136729	5.7%
c	131722	5.5%
s	120175	5.0%
Other values (30)	735526	30.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2382060	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	254287	10.7%
o	208826	8.8%
	171173	7.2%
r	169173	7.1%
e	163373	6.9%
i	154335	6.5%
n	136741	5.7%
p	136729	5.7%
c	131722	5.5%
s	120175	5.0%
Other values (30)	735526	30.9%

genre_1
Text

Missing

Distinct	1740
Distinct (%)	1.5%
Missing	255655
Missing (%)	68.1%
Memory size	15.6 MiB

Length

Max length	33
Median length	27
Mean length	11.29647
Min length	2

Characters and Unicode

Total characters	1349770
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	220 ?
Unique (%)	0.2%

Sample

1st row	progressive sludge
2nd row	progressive sludge
3rd row	progressive sludge
4th row	progressive sludge
5th row	progressive sludge

Value	Count	Frequency (%)
pop	16642	7.6%
rock	9812	4.5%
rap	9049	4.1%
classical	8143	3.7%
hip	7338	3.4%
country	7282	3.3%
hop	7267	3.3%
classic	2935	1.3%
jazz	2913	1.3%
metal	2798	1.3%
Other values (1120)	144128	66.0%

Most occurring characters

Value	Count	Frequency (%)
a	128329	9.5%
o	117171	8.7%
r	100186	7.4%
	98821	7.3%
e	94632	7.0%
p	91031	6.7%
n	83046	6.2%
i	82154	6.1%
c	79561	5.9%
s	74084	5.5%
Other values (27)	400755	29.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1349770	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	128329	9.5%
o	117171	8.7%
r	100186	7.4%
	98821	7.3%
e	94632	7.0%
p	91031	6.7%
n	83046	6.2%
i	82154	6.1%
c	79561	5.9%
s	74084	5.5%
Other values (27)	400755	29.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1349770	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	128329	9.5%
o	117171	8.7%
r	100186	7.4%
	98821	7.3%
e	94632	7.0%
p	91031	6.7%
n	83046	6.2%
i	82154	6.1%
c	79561	5.9%
s	74084	5.5%
Other values (27)	400755	29.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1349770	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	128329	9.5%
o	117171	8.7%
r	100186	7.4%
	98821	7.3%
e	94632	7.0%
p	91031	6.7%
n	83046	6.2%
i	82154	6.1%
c	79561	5.9%
s	74084	5.5%
Other values (27)	400755	29.7%

genre_2
Text

Missing

Distinct	955
Distinct (%)	1.2%
Missing	297922
Missing (%)	79.4%
Memory size	14.1 MiB

Length

Max length	30
Median length	25
Mean length	10.496355
Min length	3

Characters and Unicode

Total characters	810518
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	120 ?
Unique (%)	0.2%

Sample

1st row	french metal
2nd row	french metal
3rd row	french metal
4th row	french metal
5th row	french metal

Value	Count	Frequency (%)
rock	10373	7.4%
pop	10239	7.4%
rap	8627	6.2%
hip	5736	4.1%
hop	5511	4.0%
early	4193	3.0%
music	3757	2.7%
country	3753	2.7%
edm	2445	1.8%
contemporary	2193	1.6%
Other values (706)	82419	59.2%

Most occurring characters

Value	Count	Frequency (%)
a	73658	9.1%
o	70820	8.7%
r	70529	8.7%
	62027	7.7%
e	55766	6.9%
p	54284	6.7%
n	48946	6.0%
c	47852	5.9%
i	44743	5.5%
s	37175	4.6%
Other values (23)	244718	30.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	810518	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	73658	9.1%
o	70820	8.7%
r	70529	8.7%
	62027	7.7%
e	55766	6.9%
p	54284	6.7%
n	48946	6.0%
c	47852	5.9%
i	44743	5.5%
s	37175	4.6%
Other values (23)	244718	30.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	810518	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	73658	9.1%
o	70820	8.7%
r	70529	8.7%
	62027	7.7%
e	55766	6.9%
p	54284	6.7%
n	48946	6.0%
c	47852	5.9%
i	44743	5.5%
s	37175	4.6%
Other values (23)	244718	30.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	810518	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	73658	9.1%
o	70820	8.7%
r	70529	8.7%
	62027	7.7%
e	55766	6.9%
p	54284	6.7%
n	48946	6.0%
c	47852	5.9%
i	44743	5.5%
s	37175	4.6%
Other values (23)	244718	30.2%

genre_3
Text

Missing

Distinct	524
Distinct (%)	1.1%
Missing	326531
Missing (%)	87.0%
Memory size	13.1 MiB

Length

Max length	30
Median length	24
Mean length	9.8970994
Min length	3

Characters and Unicode

Total characters	481098
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	65 ?
Unique (%)	0.1%

Sample

1st row	nu electro
2nd row	nu electro
3rd row	nu electro
4th row	nu electro
5th row	nu electro

Value	Count	Frequency (%)
rap	8346	9.9%
pop	6129	7.3%
rock	5841	6.9%
hip	3242	3.9%
hop	3223	3.8%
baroque	3048	3.6%
german	2641	3.1%
metal	1963	2.3%
country	1561	1.9%
edm	1492	1.8%
Other values (424)	46705	55.5%

Most occurring characters

Value	Count	Frequency (%)
r	46475	9.7%
o	44692	9.3%
a	42782	8.9%
e	36143	7.5%
	35581	7.4%
p	35511	7.4%
n	28876	6.0%
i	24271	5.0%
c	22231	4.6%
s	22112	4.6%
Other values (23)	142424	29.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	481098	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	46475	9.7%
o	44692	9.3%
a	42782	8.9%
e	36143	7.5%
	35581	7.4%
p	35511	7.4%
n	28876	6.0%
i	24271	5.0%
c	22231	4.6%
s	22112	4.6%
Other values (23)	142424	29.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	481098	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	46475	9.7%
o	44692	9.3%
a	42782	8.9%
e	36143	7.5%
	35581	7.4%
p	35511	7.4%
n	28876	6.0%
i	24271	5.0%
c	22231	4.6%
s	22112	4.6%
Other values (23)	142424	29.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	481098	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	46475	9.7%
o	44692	9.3%
a	42782	8.9%
e	36143	7.5%
	35581	7.4%
p	35511	7.4%
n	28876	6.0%
i	24271	5.0%
c	22231	4.6%
s	22112	4.6%
Other values (23)	142424	29.6%

genre_4
Text

Missing

Distinct	301
Distinct (%)	1.0%
Missing	343824
Missing (%)	91.7%
Memory size	12.5 MiB

Length

Max length	30
Median length	23
Mean length	9.129674
Min length	3

Characters and Unicode

Total characters	285914
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	0.1%

Sample

1st row	mexican experimental
2nd row	mexican experimental
3rd row	mexican experimental
4th row	mexican experimental
5th row	mexican experimental

Value	Count	Frequency (%)
rock	6690	12.7%
rap	4585	8.7%
pop	2595	4.9%
trap	2473	4.7%
hip	2007	3.8%
hop	1770	3.4%
house	1739	3.3%
jazz	1380	2.6%
southern	1234	2.4%
vocal	1021	1.9%
Other values (278)	27011	51.4%

Most occurring characters

Value	Count	Frequency (%)
r	29240	10.2%
o	28788	10.1%
a	23924	8.4%
	21188	7.4%
p	20630	7.2%
e	20229	7.1%
n	15891	5.6%
c	15010	5.2%
t	14811	5.2%
s	13337	4.7%
Other values (21)	82866	29.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	285914	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	29240	10.2%
o	28788	10.1%
a	23924	8.4%
	21188	7.4%
p	20630	7.2%
e	20229	7.1%
n	15891	5.6%
c	15010	5.2%
t	14811	5.2%
s	13337	4.7%
Other values (21)	82866	29.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	285914	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	29240	10.2%
o	28788	10.1%
a	23924	8.4%
	21188	7.4%
p	20630	7.2%
e	20229	7.1%
n	15891	5.6%
c	15010	5.2%
t	14811	5.2%
s	13337	4.7%
Other values (21)	82866	29.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	285914	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	29240	10.2%
o	28788	10.1%
a	23924	8.4%
	21188	7.4%
p	20630	7.2%
e	20229	7.1%
n	15891	5.6%
c	15010	5.2%
t	14811	5.2%
s	13337	4.7%
Other values (21)	82866	29.0%

acousticness
Real number (ℝ)

Distinct	5242
Distinct (%)	1.4%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.3856914

Minimum	0
Maximum	0.996
Zeros	85
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00055
Q1	0.0389
median	0.268
Q3	0.739
95-th percentile	0.981
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.7001

Descriptive statistics

Standard deviation	0.35907155
Coefficient of variation (CV)	0.93098149
Kurtosis	-1.3638665
Mean	0.3856914
Median Absolute Deviation (MAD)	0.26005
Skewness	0.44681473
Sum	144388.98
Variance	0.12893238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	2007	0.5%
0.994	1688	0.4%
0.993	1644	0.4%
0.992	1605	0.4%
0.991	1356	0.4%
0.99	1305	0.3%
0.989	1201	0.3%
0.988	1139	0.3%
0.987	1098	0.3%
0.986	1021	0.3%
Other values (5232)	360300	96.0%

Value	Count	Frequency (%)
0	85	< 0.1%
1.01 × 10^-6	1	< 0.1%
1.03 × 10^-6	2	< 0.1%
1.04 × 10^-6	2	< 0.1%
1.05 × 10^-6	1	< 0.1%
1.07 × 10^-6	3	< 0.1%
1.09 × 10^-6	4	< 0.1%
1.1 × 10^-6	2	< 0.1%
1.11 × 10^-6	1	< 0.1%
1.13 × 10^-6	2	< 0.1%

Value	Count	Frequency (%)
0.996	705	0.2%
0.995	2007	0.5%
0.994	1688	0.4%
0.993	1644	0.4%
0.992	1605	0.4%
0.991	1356	0.4%
0.99	1305	0.3%
0.989	1201	0.3%
0.988	1139	0.3%
0.987	1098	0.3%

analysis_url
URL

Distinct	374364
Distinct (%)	100.0%
Missing	777
Missing (%)	0.2%
Memory size	43.2 MiB

https://api.spotify.com/v1/audio-analysis/5JucnTkqh8uCZGggL1xxvv	1
https://api.spotify.com/v1/audio-analysis/78ZPhDz7YFOlZsbU0f1q0V	1
https://api.spotify.com/v1/audio-analysis/0gJjIkAa4OnoPzsjd0qVns	1
https://api.spotify.com/v1/audio-analysis/0YxRx1G4GNqCJdkop9CrFP	1
https://api.spotify.com/v1/audio-analysis/00nfNF7ngkLd3YJnWDKzxy	1
Other values (374359)	374359
(Missing)	777

Value	Count	Frequency (%)
https://api.spotify.com/v1/audio-analysis/5JucnTkqh8uCZGggL1xxvv	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/78ZPhDz7YFOlZsbU0f1q0V	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/0gJjIkAa4OnoPzsjd0qVns	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/0YxRx1G4GNqCJdkop9CrFP	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/00nfNF7ngkLd3YJnWDKzxy	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/4Dc5ELq4tC01Hw9Dw3OjbZ	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/07OwCPXg2PeJdg90OJVhx1	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/4MLy2zIPdn5gl6SpTWQYAG	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/5l2SG4BkEgyXdgc0zk63sO	1	< 0.1%
https://api.spotify.com/v1/audio-analysis/5Dhi5QwTGAOLqnqs1VvCHj	1	< 0.1%
Other values (374354)	374354	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
https	374364	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
api.spotify.com	374364	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
/v1/audio-analysis/5JucnTkqh8uCZGggL1xxvv	1	< 0.1%
/v1/audio-analysis/3essuepQGkhmThd037oiwp	1	< 0.1%
/v1/audio-analysis/78ZPhDz7YFOlZsbU0f1q0V	1	< 0.1%
/v1/audio-analysis/0gJjIkAa4OnoPzsjd0qVns	1	< 0.1%
/v1/audio-analysis/0YxRx1G4GNqCJdkop9CrFP	1	< 0.1%
/v1/audio-analysis/00nfNF7ngkLd3YJnWDKzxy	1	< 0.1%
/v1/audio-analysis/4Dc5ELq4tC01Hw9Dw3OjbZ	1	< 0.1%
/v1/audio-analysis/07OwCPXg2PeJdg90OJVhx1	1	< 0.1%
/v1/audio-analysis/4MLy2zIPdn5gl6SpTWQYAG	1	< 0.1%
/v1/audio-analysis/5l2SG4BkEgyXdgc0zk63sO	1	< 0.1%
Other values (374354)	374354	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
	374364	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
	374364	99.8%
(Missing)	777	0.2%

danceability
Real number (ℝ)

Distinct	1327
Distinct (%)	0.4%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.57232931

Minimum	0
Maximum	0.999
Zeros	546
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.203
Q1	0.452
median	0.598
Q3	0.714
95-th percentile	0.844
Maximum	0.999
Range	0.999
Interquartile range (IQR)	0.262

Descriptive statistics

Standard deviation	0.19081584
Coefficient of variation (CV)	0.33340217
Kurtosis	-0.30498305
Mean	0.57232931
Median Absolute Deviation (MAD)	0.128
Skewness	-0.50775559
Sum	214259.49
Variance	0.036410684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.624	885	0.2%
0.712	878	0.2%
0.625	876	0.2%
0.668	872	0.2%
0.715	871	0.2%
0.676	869	0.2%
0.671	865	0.2%
0.647	864	0.2%
0.645	863	0.2%
0.693	859	0.2%
Other values (1317)	365662	97.5%

Value	Count	Frequency (%)
0	546	0.1%
0.0167	1	< 0.1%
0.0236	1	< 0.1%
0.0492	1	< 0.1%
0.0532	1	< 0.1%
0.0554	2	< 0.1%
0.0558	1	< 0.1%
0.056	2	< 0.1%
0.0564	1	< 0.1%
0.0565	5	< 0.1%

Value	Count	Frequency (%)
0.999	1	< 0.1%
0.993	1	< 0.1%
0.992	2	< 0.1%
0.989	3	< 0.1%
0.988	7	< 0.1%
0.987	7	< 0.1%
0.986	3	< 0.1%
0.985	4	< 0.1%
0.984	4	< 0.1%
0.983	13	< 0.1%

duration_ms
Real number (ℝ)

Distinct	137997
Distinct (%)	36.9%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	215521.47

Minimum	3056
Maximum	5280027
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	3056
5-th percentile	83107.75
Q1	160000
median	204707
Q3	251613
95-th percentile	372292.45
Maximum	5280027
Range	5276971
Interquartile range (IQR)	91613

Descriptive statistics

Standard deviation	116646.1
Coefficient of variation (CV)	0.54122727
Kurtosis	262.89516
Mean	215521.47
Median Absolute Deviation (MAD)	45752
Skewness	9.8473945
Sum	8.068348 × 10¹⁰
Variance	1.3606312 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120000	1585	0.4%
192000	340	0.1%
240000	295	0.1%
180000	272	0.1%
60000	187	< 0.1%
160000	185	< 0.1%
216000	172	< 0.1%
144000	168	< 0.1%
150000	162	< 0.1%
208000	161	< 0.1%
Other values (137987)	370837	98.9%
(Missing)	777	0.2%

Value	Count	Frequency (%)
3056	1	< 0.1%
3515	1	< 0.1%
3901	1	< 0.1%
4013	1	< 0.1%
4027	1	< 0.1%
4067	1	< 0.1%
4109	1	< 0.1%
4120	1	< 0.1%
4153	1	< 0.1%
4160	1	< 0.1%

Value	Count	Frequency (%)
5280027	1	< 0.1%
5014686	1	< 0.1%
4945293	1	< 0.1%
4777827	1	< 0.1%
4737987	1	< 0.1%
4669720	1	< 0.1%
4669240	1	< 0.1%
4666560	1	< 0.1%
4636774	1	< 0.1%
4620533	1	< 0.1%

energy
Real number (ℝ)

Distinct	2918
Distinct (%)	0.8%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.52480864

Minimum	0
Maximum	1
Zeros	25
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.067315
Q1	0.319
median	0.539
Q3	0.736
95-th percentile	0.933
Maximum	1
Range	1
Interquartile range (IQR)	0.417

Descriptive statistics

Standard deviation	0.26416953
Coefficient of variation (CV)	0.50336353
Kurtosis	-0.95416753
Mean	0.52480864
Median Absolute Deviation (MAD)	0.208
Skewness	-0.16097092
Sum	196469.46
Variance	0.06978554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.539	568	0.2%
0.64	566	0.2%
0.562	554	0.1%
0.662	547	0.1%
0.528	546	0.1%
0.57	544	0.1%
0.574	532	0.1%
0.568	531	0.1%
0.556	531	0.1%
0.566	528	0.1%
Other values (2908)	368917	98.3%
(Missing)	777	0.2%

Value	Count	Frequency (%)
0	25	< 0.1%
1.91 × 10^-5	1	< 0.1%
1.97 × 10^-5	1	< 0.1%
1.98 × 10^-5	1	< 0.1%
2 × 10^-5	1	< 0.1%
2.01 × 10^-5	5	< 0.1%
2.02 × 10^-5	6	< 0.1%
2.03 × 10^-5	35	< 0.1%
2.07 × 10^-5	1	< 0.1%
2.17 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1	302	0.1%
0.999	435	0.1%
0.998	368	0.1%
0.997	255	0.1%
0.996	299	0.1%
0.995	268	0.1%
0.994	208	0.1%
0.993	260	0.1%
0.992	180	< 0.1%
0.991	214	0.1%

instrumentalness
Real number (ℝ)

Zeros

Distinct	5402
Distinct (%)	1.4%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.26442255

Minimum	0
Maximum	1
Zeros	108294
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.000729
Q3	0.698
95-th percentile	0.937
Maximum	1
Range	1
Interquartile range (IQR)	0.698

Descriptive statistics

Standard deviation	0.37923663
Coefficient of variation (CV)	1.4342068
Kurtosis	-1.0116597
Mean	0.26442255
Median Absolute Deviation (MAD)	0.000729
Skewness	0.9107454
Sum	98990.285
Variance	0.14382042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	108294	28.9%
0.932	674	0.2%
0.91	655	0.2%
0.915	652	0.2%
0.925	646	0.2%
0.924	641	0.2%
0.922	638	0.2%
0.923	635	0.2%
0.9	631	0.2%
0.938	629	0.2%
Other values (5392)	260269	69.4%
(Missing)	777	0.2%

Value	Count	Frequency (%)
0	108294	28.9%
1 × 10^-6	63	< 0.1%
1.01 × 10^-6	116	< 0.1%
1.02 × 10^-6	114	< 0.1%
1.03 × 10^-6	103	< 0.1%
1.04 × 10^-6	111	< 0.1%
1.05 × 10^-6	95	< 0.1%
1.06 × 10^-6	101	< 0.1%
1.07 × 10^-6	133	< 0.1%
1.08 × 10^-6	118	< 0.1%

Value	Count	Frequency (%)
1	42	< 0.1%
0.999	56	< 0.1%
0.998	45	< 0.1%
0.997	60	< 0.1%
0.996	38	< 0.1%
0.995	57	< 0.1%
0.994	84	< 0.1%
0.993	62	< 0.1%
0.992	78	< 0.1%
0.991	56	< 0.1%

key
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.2303213

Minimum	0
Maximum	11
Zeros	43670
Zeros (%)	11.6%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5814625
Coefficient of variation (CV)	0.68474999
Kurtosis	-1.3080285
Mean	5.2303213
Median Absolute Deviation (MAD)	3
Skewness	0.01986177
Sum	1958044
Variance	12.826873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	43670	11.6%
7	42404	11.3%
1	39389	10.5%
2	37951	10.1%
9	36151	9.6%
5	31666	8.4%
11	28250	7.5%
4	27586	7.4%
10	26971	7.2%
8	24049	6.4%
Other values (2)	36277	9.7%

Value	Count	Frequency (%)
0	43670	11.6%
1	39389	10.5%
2	37951	10.1%
3	12874	3.4%
4	27586	7.4%
5	31666	8.4%
6	23403	6.2%
7	42404	11.3%
8	24049	6.4%
9	36151	9.6%

Value	Count	Frequency (%)
11	28250	7.5%
10	26971	7.2%
9	36151	9.6%
8	24049	6.4%
7	42404	11.3%
6	23403	6.2%
5	31666	8.4%
4	27586	7.4%
3	12874	3.4%
2	37951	10.1%

liveness
Real number (ℝ)

Distinct	1769
Distinct (%)	0.5%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.19669092

Minimum	0
Maximum	1
Zeros	93
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0623
Q1	0.0974
median	0.124
Q3	0.235
95-th percentile	0.604
Maximum	1
Range	1
Interquartile range (IQR)	0.1376

Descriptive statistics

Standard deviation	0.17503208
Coefficient of variation (CV)	0.88988388
Kurtosis	5.9459028
Mean	0.19669092
Median Absolute Deviation (MAD)	0.0408
Skewness	2.3684069
Sum	73633.999
Variance	0.030636228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	5634	1.5%
0.11	5101	1.4%
0.109	4783	1.3%
0.112	4600	1.2%
0.108	4574	1.2%
0.107	4364	1.2%
0.106	4167	1.1%
0.105	4025	1.1%
0.104	3861	1.0%
0.113	3796	1.0%
Other values (1759)	329459	87.8%

Value	Count	Frequency (%)
0	93	< 0.1%
0.00217	1	< 0.1%
0.00536	1	< 0.1%
0.0057	1	< 0.1%
0.00579	1	< 0.1%
0.00756	1	< 0.1%
0.00856	1	< 0.1%
0.00869	1	< 0.1%
0.00909	1	< 0.1%
0.00936	1	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.999	2	< 0.1%
0.997	2	< 0.1%
0.996	5	< 0.1%
0.995	6	< 0.1%
0.994	10	< 0.1%
0.993	13	< 0.1%
0.992	12	< 0.1%
0.991	24	< 0.1%
0.99	28	< 0.1%

loudness
Real number (ℝ)

Distinct	32916
Distinct (%)	8.8%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	-11.248916

Minimum	-60
Maximum	3.744
Zeros	1
Zeros (%)	< 0.1%
Negative	374145
Negative (%)	99.7%
Memory size	2.9 MiB

Quantile statistics

Minimum	-60
5-th percentile	-24.57085
Q1	-14.06
median	-9.527
Q3	-6.681
95-th percentile	-3.977
Maximum	3.744
Range	63.744
Interquartile range (IQR)	7.379

Descriptive statistics

Standard deviation	6.5480049
Coefficient of variation (CV)	-0.58210096
Kurtosis	3.0730819
Mean	-11.248916
Median Absolute Deviation (MAD)	3.376
Skewness	-1.5118694
Sum	-4211189.3
Variance	42.876368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9.413	66	< 0.1%
-7.843	64	< 0.1%
-8.398	59	< 0.1%
-7.161	59	< 0.1%
-7.274	58	< 0.1%
-8.69	58	< 0.1%
-7.342	57	< 0.1%
-7.739	56	< 0.1%
-7.916	55	< 0.1%
-10.066	55	< 0.1%
Other values (32906)	373777	99.6%
(Missing)	777	0.2%

Value	Count	Frequency (%)
-60	23	< 0.1%
-58.78	1	< 0.1%
-58.188	1	< 0.1%
-57.929	1	< 0.1%
-57.579	1	< 0.1%
-57.245	1	< 0.1%
-57.075	1	< 0.1%
-56.948	1	< 0.1%
-56.662	1	< 0.1%
-56.465	1	< 0.1%

Value	Count	Frequency (%)
3.744	1	< 0.1%
3.053	1	< 0.1%
2.868	1	< 0.1%
2.853	1	< 0.1%
2.801	1	< 0.1%
2.412	1	< 0.1%
2.305	1	< 0.1%
2.24	1	< 0.1%
2.234	1	< 0.1%
2.215	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	777
Missing (%)	0.2%
Memory size	21.5 MiB

1.0	238837
0.0	135527

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1123092
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	238837	63.7%
0.0	135527	36.1%
(Missing)	777	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	238837	63.8%
0.0	135527	36.2%

Most occurring characters

Value	Count	Frequency (%)
0	509891	45.4%
.	374364	33.3%
1	238837	21.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1123092	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	509891	45.4%
.	374364	33.3%
1	238837	21.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1123092	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	509891	45.4%
.	374364	33.3%
1	238837	21.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1123092	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	509891	45.4%
.	374364	33.3%
1	238837	21.3%

speechiness
Real number (ℝ)

Distinct	1653
Distinct (%)	0.4%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.11658458

Minimum	0
Maximum	0.97
Zeros	545
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0282
Q1	0.0364
median	0.0501
Q3	0.109
95-th percentile	0.417
Maximum	0.97
Range	0.97
Interquartile range (IQR)	0.0726

Descriptive statistics

Standard deviation	0.16288237
Coefficient of variation (CV)	1.3971176
Kurtosis	11.440988
Mean	0.11658458
Median Absolute Deviation (MAD)	0.0182
Skewness	3.1867294
Sum	43645.071
Variance	0.026530666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0315	1019	0.3%
0.0319	1019	0.3%
0.0345	988	0.3%
0.0339	986	0.3%
0.0343	981	0.3%
0.0318	980	0.3%
0.0357	979	0.3%
0.0332	978	0.3%
0.0329	978	0.3%
0.0317	977	0.3%
Other values (1643)	364479	97.2%

Value	Count	Frequency (%)
0	545	0.1%
0.0217	1	< 0.1%
0.0218	1	< 0.1%
0.0221	2	< 0.1%
0.0222	2	< 0.1%
0.0223	8	< 0.1%
0.0224	4	< 0.1%
0.0225	4	< 0.1%
0.0226	8	< 0.1%
0.0227	9	< 0.1%

Value	Count	Frequency (%)
0.97	2	< 0.1%
0.969	1	< 0.1%
0.968	17	< 0.1%
0.967	37	< 0.1%
0.966	45	< 0.1%
0.965	52	< 0.1%
0.964	50	< 0.1%
0.963	91	< 0.1%
0.962	101	< 0.1%
0.961	95	< 0.1%

tempo
Real number (ℝ)

Distinct	101940
Distinct (%)	27.2%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	118.65128

Minimum	0
Maximum	249.428
Zeros	545
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	75
Q1	94.989
median	119.422
Q3	138.005
95-th percentile	173.98985
Maximum	249.428
Range	249.428
Interquartile range (IQR)	43.016

Descriptive statistics

Standard deviation	30.516832
Coefficient of variation (CV)	0.25719765
Kurtosis	-0.072506305
Mean	118.65128
Median Absolute Deviation (MAD)	21.357
Skewness	0.27912602
Sum	44418769
Variance	931.27701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	545	0.1%
120.001	139	< 0.1%
120.008	133	< 0.1%
119.999	125	< 0.1%
120.003	123	< 0.1%
120.006	118	< 0.1%
120.005	117	< 0.1%
119.996	117	< 0.1%
119.995	115	< 0.1%
130.001	114	< 0.1%
Other values (101930)	372718	99.4%
(Missing)	777	0.2%

Value	Count	Frequency (%)
0	545	0.1%
30.317	1	< 0.1%
31.429	1	< 0.1%
31.522	1	< 0.1%
31.778	1	< 0.1%
31.801	1	< 0.1%
31.852	1	< 0.1%
31.917	1	< 0.1%
32.015	1	< 0.1%
32.126	1	< 0.1%

Value	Count	Frequency (%)
249.428	1	< 0.1%
248.615	1	< 0.1%
247.989	1	< 0.1%
247.981	1	< 0.1%
247.575	1	< 0.1%
245.786	1	< 0.1%
243.837	1	< 0.1%
241.549	1	< 0.1%
241.527	1	< 0.1%
241.302	1	< 0.1%

time_signature
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	777
Missing (%)	0.2%
Memory size	21.5 MiB

4.0	317462
3.0	40062
5.0	11004
1.0	5288
0.0	548

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1123092
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	317462	84.6%
3.0	40062	10.7%
5.0	11004	2.9%
1.0	5288	1.4%
0.0	548	0.1%
(Missing)	777	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	317462	84.8%
3.0	40062	10.7%
5.0	11004	2.9%
1.0	5288	1.4%
0.0	548	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	374912	33.4%
.	374364	33.3%
4	317462	28.3%
3	40062	3.6%
5	11004	1.0%
1	5288	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1123092	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	374912	33.4%
.	374364	33.3%
4	317462	28.3%
3	40062	3.6%
5	11004	1.0%
1	5288	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1123092	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	374912	33.4%
.	374364	33.3%
4	317462	28.3%
3	40062	3.6%
5	11004	1.0%
1	5288	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1123092	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	374912	33.4%
.	374364	33.3%
4	317462	28.3%
3	40062	3.6%
5	11004	1.0%
1	5288	0.5%

track_href
URL

Distinct	374364
Distinct (%)	100.0%
Missing	777
Missing (%)	0.2%
Memory size	40.4 MiB

https://api.spotify.com/v1/tracks/5JucnTkqh8uCZGggL1xxvv	1
https://api.spotify.com/v1/tracks/78ZPhDz7YFOlZsbU0f1q0V	1
https://api.spotify.com/v1/tracks/0gJjIkAa4OnoPzsjd0qVns	1
https://api.spotify.com/v1/tracks/0YxRx1G4GNqCJdkop9CrFP	1
https://api.spotify.com/v1/tracks/00nfNF7ngkLd3YJnWDKzxy	1
Other values (374359)	374359
(Missing)	777

Value	Count	Frequency (%)
https://api.spotify.com/v1/tracks/5JucnTkqh8uCZGggL1xxvv	1	< 0.1%
https://api.spotify.com/v1/tracks/78ZPhDz7YFOlZsbU0f1q0V	1	< 0.1%
https://api.spotify.com/v1/tracks/0gJjIkAa4OnoPzsjd0qVns	1	< 0.1%
https://api.spotify.com/v1/tracks/0YxRx1G4GNqCJdkop9CrFP	1	< 0.1%
https://api.spotify.com/v1/tracks/00nfNF7ngkLd3YJnWDKzxy	1	< 0.1%
https://api.spotify.com/v1/tracks/4Dc5ELq4tC01Hw9Dw3OjbZ	1	< 0.1%
https://api.spotify.com/v1/tracks/07OwCPXg2PeJdg90OJVhx1	1	< 0.1%
https://api.spotify.com/v1/tracks/4MLy2zIPdn5gl6SpTWQYAG	1	< 0.1%
https://api.spotify.com/v1/tracks/5l2SG4BkEgyXdgc0zk63sO	1	< 0.1%
https://api.spotify.com/v1/tracks/5Dhi5QwTGAOLqnqs1VvCHj	1	< 0.1%
Other values (374354)	374354	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
https	374364	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
api.spotify.com	374364	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
/v1/tracks/5JucnTkqh8uCZGggL1xxvv	1	< 0.1%
/v1/tracks/3essuepQGkhmThd037oiwp	1	< 0.1%
/v1/tracks/78ZPhDz7YFOlZsbU0f1q0V	1	< 0.1%
/v1/tracks/0gJjIkAa4OnoPzsjd0qVns	1	< 0.1%
/v1/tracks/0YxRx1G4GNqCJdkop9CrFP	1	< 0.1%
/v1/tracks/00nfNF7ngkLd3YJnWDKzxy	1	< 0.1%
/v1/tracks/4Dc5ELq4tC01Hw9Dw3OjbZ	1	< 0.1%
/v1/tracks/07OwCPXg2PeJdg90OJVhx1	1	< 0.1%
/v1/tracks/4MLy2zIPdn5gl6SpTWQYAG	1	< 0.1%
/v1/tracks/5l2SG4BkEgyXdgc0zk63sO	1	< 0.1%
Other values (374354)	374354	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
	374364	99.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
	374364	99.8%
(Missing)	777	0.2%

type
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	777
Missing (%)	0.2%
Memory size	25.4 MiB

audio_features	374364

Length

Max length	14
Median length	14
Mean length	14
Min length	14

Characters and Unicode

Total characters	5241096
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	audio_features
2nd row	audio_features
3rd row	audio_features
4th row	audio_features
5th row	audio_features

Common Values

Value	Count	Frequency (%)
audio_features	374364	99.8%
(Missing)	777	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
audio_features	374364	100.0%

Most occurring characters

Value	Count	Frequency (%)
a	748728	14.3%
u	748728	14.3%
e	748728	14.3%
d	374364	7.1%
i	374364	7.1%
o	374364	7.1%
_	374364	7.1%
f	374364	7.1%
t	374364	7.1%
r	374364	7.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5241096	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	748728	14.3%
u	748728	14.3%
e	748728	14.3%
d	374364	7.1%
i	374364	7.1%
o	374364	7.1%
_	374364	7.1%
f	374364	7.1%
t	374364	7.1%
r	374364	7.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5241096	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	748728	14.3%
u	748728	14.3%
e	748728	14.3%
d	374364	7.1%
i	374364	7.1%
o	374364	7.1%
_	374364	7.1%
f	374364	7.1%
t	374364	7.1%
r	374364	7.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5241096	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	748728	14.3%
u	748728	14.3%
e	748728	14.3%
d	374364	7.1%
i	374364	7.1%
o	374364	7.1%
_	374364	7.1%
f	374364	7.1%
t	374364	7.1%
r	374364	7.1%

uri
Text

Distinct	374364
Distinct (%)	100.0%
Missing	777
Missing (%)	0.2%
Memory size	33.2 MiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	13477104
Distinct characters	63
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	374364 ?
Unique (%)	100.0%

Sample

1st row	spotify:track:5JucnTkqh8uCZGggL1xxvv
2nd row	spotify:track:4VWrKNG3ssyZeboTgQ7Kj1
3rd row	spotify:track:6JsVrTLJPSOSpgJSnZyfSK
4th row	spotify:track:7pZpw1xJWIavCUGqXPPriP
5th row	spotify:track:0ylqwc3gcJdJotKd4SfMiu

Value	Count	Frequency (%)
spotify:track:5jucntkqh8uczgggl1xxvv	1	< 0.1%
spotify:track:6jsvrtljpsospgjsnzyfsk	1	< 0.1%
spotify:track:0ylqwc3gcjdjotkd4sfmiu	1	< 0.1%
spotify:track:33prxoje4bkggcsvop6it6	1	< 0.1%
spotify:track:3fxaezpdnw3x0uxpwkucpl	1	< 0.1%
spotify:track:50tz5mxmfwevbz5btmcmmi	1	< 0.1%
spotify:track:4izfhrlg0qk0xspodsanbh	1	< 0.1%
spotify:track:21ep4am1asi5fn43gpnes1	1	< 0.1%
spotify:track:5a4pbcktf3a0fxrwyrgi5p	1	< 0.1%
spotify:track:33vntbqnz3p6ygc876has1	1	< 0.1%
Other values (374354)	374354	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
t	875424	6.5%
:	748728	5.6%
a	501969	3.7%
o	501595	3.7%
r	501442	3.7%
i	501433	3.7%
f	501432	3.7%
c	501367	3.7%
p	501351	3.7%
k	501321	3.7%
Other values (53)	7841042	58.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13477104	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	875424	6.5%
:	748728	5.6%
a	501969	3.7%
o	501595	3.7%
r	501442	3.7%
i	501433	3.7%
f	501432	3.7%
c	501367	3.7%
p	501351	3.7%
k	501321	3.7%
Other values (53)	7841042	58.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13477104	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	875424	6.5%
:	748728	5.6%
a	501969	3.7%
o	501595	3.7%
r	501442	3.7%
i	501433	3.7%
f	501432	3.7%
c	501367	3.7%
p	501351	3.7%
k	501321	3.7%
Other values (53)	7841042	58.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13477104	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	875424	6.5%
:	748728	5.6%
a	501969	3.7%
o	501595	3.7%
r	501442	3.7%
i	501433	3.7%
f	501432	3.7%
c	501367	3.7%
p	501351	3.7%
k	501321	3.7%
Other values (53)	7841042	58.2%

valence
Real number (ℝ)

Distinct	2043
Distinct (%)	0.5%
Missing	777
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.4539612

Minimum	0
Maximum	1
Zeros	845
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0399
Q1	0.231
median	0.44
Q3	0.664
95-th percentile	0.909
Maximum	1
Range	1
Interquartile range (IQR)	0.433

Descriptive statistics

Standard deviation	0.26634245
Coefficient of variation (CV)	0.58670752
Kurtosis	-1.0192056
Mean	0.4539612
Median Absolute Deviation (MAD)	0.216
Skewness	0.15662897
Sum	169946.73
Variance	0.070938301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1 × 10^-5	1278	0.3%
0.961	943	0.3%
0	845	0.2%
0.962	771	0.2%
0.963	716	0.2%
0.964	616	0.2%
0.965	589	0.2%
0.96	560	0.1%
0.346	548	0.1%
0.396	533	0.1%
Other values (2033)	366965	97.8%
(Missing)	777	0.2%

Value	Count	Frequency (%)
0	845	0.2%
1 × 10^-5	1278	0.3%
2.19 × 10^-5	1	< 0.1%
8.66 × 10^-5	1	< 0.1%
0.000115	1	< 0.1%
0.000179	1	< 0.1%
0.000185	9	< 0.1%
0.000239	1	< 0.1%
0.00028	1	< 0.1%
0.000417	9	< 0.1%

Value	Count	Frequency (%)
1	23	< 0.1%
0.999	6	< 0.1%
0.998	3	< 0.1%
0.997	7	< 0.1%
0.996	5	< 0.1%
0.995	8	< 0.1%
0.994	16	< 0.1%
0.993	9	< 0.1%
0.992	10	< 0.1%
0.991	16	< 0.1%

explicit
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	12.9 MiB

False	316732
True	58399
(Missing)	10

Value	Count	Frequency (%)
False	316732	84.4%
True	58399	15.6%
(Missing)	10	< 0.1%

track_popularity
Real number (ℝ)

Zeros

Distinct	100
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.273267

Minimum	0
Maximum	99
Zeros	147239
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	15
95-th percentile	45
Maximum	99
Range	99
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	15.63354
Coefficient of variation (CV)	1.5217691
Kurtosis	3.33003
Mean	10.273267
Median Absolute Deviation (MAD)	2
Skewness	1.8964838
Sum	3853821
Variance	244.40758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	147239	39.2%
1	28123	7.5%
2	17820	4.8%
3	13677	3.6%
4	10675	2.8%
5	9144	2.4%
6	7807	2.1%
7	6685	1.8%
9	5848	1.6%
8	5733	1.5%
Other values (90)	122380	32.6%

Value	Count	Frequency (%)
0	147239	39.2%
1	28123	7.5%
2	17820	4.8%
3	13677	3.6%
4	10675	2.8%
5	9144	2.4%
6	7807	2.1%
7	6685	1.8%
8	5733	1.5%
9	5848	1.6%

Value	Count	Frequency (%)
99	2	< 0.1%
98	1	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
95	1	< 0.1%
94	5	< 0.1%
93	5	< 0.1%
92	3	< 0.1%
91	11	< 0.1%
90	11	< 0.1%

release_year
Real number (ℝ)

Distinct	85
Distinct (%)	< 0.1%
Missing	22
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2013.4102

Minimum	1886
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	1886
5-th percentile	1990
Q1	2010
median	2017
Q3	2022
95-th percentile	2023
Maximum	2023
Range	137
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	11.814354
Coefficient of variation (CV)	0.0058678327
Kurtosis	7.7665157
Mean	2013.4102
Median Absolute Deviation (MAD)	5
Skewness	-2.3796072
Sum	7.5526842 × 10⁸
Variance	139.57897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2023	58986	15.7%
2022	36940	9.8%
2021	25990	6.9%
2020	24261	6.5%
2019	18842	5.0%
2018	16790	4.5%
2017	15199	4.1%
2012	14798	3.9%
2013	14732	3.9%
2014	14394	3.8%
Other values (75)	134187	35.8%

Value	Count	Frequency (%)
1886	4	< 0.1%
1899	20	< 0.1%
1900	14	< 0.1%
1901	50	< 0.1%
1912	13	< 0.1%
1929	7	< 0.1%
1933	51	< 0.1%
1942	11	< 0.1%
1946	50	< 0.1%
1948	6	< 0.1%

Value	Count	Frequency (%)
2023	58986	15.7%
2022	36940	9.8%
2021	25990	6.9%
2020	24261	6.5%
2019	18842	5.0%
2018	16790	4.5%
2017	15199	4.1%
2016	12264	3.3%
2015	13349	3.6%
2014	14394	3.8%

release_month
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	22
Missing (%)	< 0.1%
Memory size	22.6 MiB

January	63888
November	36295
October	34846
September	30097
July	28528
Other values (7)	181465

Length

Max length	9
Median length	7
Mean length	6.3019602
Min length	3

Characters and Unicode

Total characters	2363985
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	April
2nd row	April
3rd row	April
4th row	April
5th row	April

Common Values

Value	Count	Frequency (%)
January	63888	17.0%
November	36295	9.7%
October	34846	9.3%
September	30097	8.0%
July	28528	7.6%
June	27756	7.4%
August	27429	7.3%
March	27044	7.2%
May	26022	6.9%
April	25698	6.9%
Other values (2)	47516	12.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
january	63888	17.0%
november	36295	9.7%
october	34846	9.3%
september	30097	8.0%
july	28528	7.6%
june	27756	7.4%
august	27429	7.3%
march	27044	7.2%
may	26022	6.9%
april	25698	6.9%
Other values (2)	47516	12.7%

Most occurring characters

Value	Count	Frequency (%)
e	323033	13.7%
r	287883	12.2%
a	203341	8.6%
u	197529	8.4%
b	148754	6.3%
y	140937	6.0%
J	120172	5.1%
t	92372	3.9%
n	91644	3.9%
m	91409	3.9%
Other values (16)	666911	28.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2363985	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	323033	13.7%
r	287883	12.2%
a	203341	8.6%
u	197529	8.4%
b	148754	6.3%
y	140937	6.0%
J	120172	5.1%
t	92372	3.9%
n	91644	3.9%
m	91409	3.9%
Other values (16)	666911	28.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2363985	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	323033	13.7%
r	287883	12.2%
a	203341	8.6%
u	197529	8.4%
b	148754	6.3%
y	140937	6.0%
J	120172	5.1%
t	92372	3.9%
n	91644	3.9%
m	91409	3.9%
Other values (16)	666911	28.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2363985	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	323033	13.7%
r	287883	12.2%
a	203341	8.6%
u	197529	8.4%
b	148754	6.3%
y	140937	6.0%
J	120172	5.1%
t	92372	3.9%
n	91644	3.9%
m	91409	3.9%
Other values (16)	666911	28.2%

rn
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.8 MiB

1	375141

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	375141
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	375141	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	375141	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	375141	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	375141	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	375141	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	375141	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	375141	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	375141	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	375141	100.0%

Interactions

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	album_id	album_name	album_popularity	album_type	artists	artist_0	artist_1	artist_2	artist_3	artist_4	artist_id	duration_sec	label	release_date	total_tracks	track_id	track_name	track_number	artist_genres	followers	name	genre_0	genre_1	genre_2	genre_3	genre_4	acousticness	analysis_url	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	track_href	type	uri	valence	explicit	track_popularity	release_year	release_month	rn
0	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB']	AB	NaN	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	92.063	About Benjamin Records	2023-04-15 00:00:00 UTC	8	5JucnTkqh8uCZGggL1xxvv	Intro	1	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.03050	https://api.spotify.com/v1/audio-analysis/5JucnTkqh8uCZGggL1xxvv	0.622	92064.0	0.554	0.000001	5.0	0.3920	-9.505	0.0	0.414	72.546	4.0	https://api.spotify.com/v1/tracks/5JucnTkqh8uCZGggL1xxvv	audio_features	spotify:track:5JucnTkqh8uCZGggL1xxvv	0.382	True	0.0	2023.0	April	1
1	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB', '22nd Jim']	AB	22nd Jim	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	125.320	About Benjamin Records	2023-04-15 00:00:00 UTC	8	4VWrKNG3ssyZeboTgQ7Kj1	Play It Cool	5	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.01120	https://api.spotify.com/v1/audio-analysis/4VWrKNG3ssyZeboTgQ7Kj1	0.899	125320.0	0.701	0.000000	11.0	0.1530	-6.182	0.0	0.138	101.581	4.0	https://api.spotify.com/v1/tracks/4VWrKNG3ssyZeboTgQ7Kj1	audio_features	spotify:track:4VWrKNG3ssyZeboTgQ7Kj1	0.193	True	1.0	2023.0	April	1
2	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB', 'Veeze']	AB	Veeze	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	139.800	About Benjamin Records	2023-04-15 00:00:00 UTC	8	6JsVrTLJPSOSpgJSnZyfSK	3 Peat	3	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.08150	https://api.spotify.com/v1/audio-analysis/6JsVrTLJPSOSpgJSnZyfSK	0.782	139800.0	0.716	0.000000	10.0	0.1260	-8.295	0.0	0.382	99.789	4.0	https://api.spotify.com/v1/tracks/6JsVrTLJPSOSpgJSnZyfSK	audio_features	spotify:track:6JsVrTLJPSOSpgJSnZyfSK	0.835	True	1.0	2023.0	April	1
3	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB']	AB	NaN	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	147.777	About Benjamin Records	2023-04-15 00:00:00 UTC	8	7pZpw1xJWIavCUGqXPPriP	Affiliated	6	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.00413	https://api.spotify.com/v1/audio-analysis/7pZpw1xJWIavCUGqXPPriP	0.944	147778.0	0.582	0.000000	1.0	0.0961	-9.205	1.0	0.297	105.010	4.0	https://api.spotify.com/v1/tracks/7pZpw1xJWIavCUGqXPPriP	audio_features	spotify:track:7pZpw1xJWIavCUGqXPPriP	0.252	True	0.0	2023.0	April	1
4	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB']	AB	NaN	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	102.600	About Benjamin Records	2023-04-15 00:00:00 UTC	8	0ylqwc3gcJdJotKd4SfMiu	Springfield	8	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.01290	https://api.spotify.com/v1/audio-analysis/0ylqwc3gcJdJotKd4SfMiu	0.527	102600.0	0.641	0.000000	5.0	0.0869	-11.173	0.0	0.730	172.723	4.0	https://api.spotify.com/v1/tracks/0ylqwc3gcJdJotKd4SfMiu	audio_features	spotify:track:0ylqwc3gcJdJotKd4SfMiu	0.380	True	0.0	2023.0	April	1
5	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB']	AB	NaN	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	131.287	About Benjamin Records	2023-04-15 00:00:00 UTC	8	33prXoje4bkggcsVOP6IT6	Decisions	2	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.02180	https://api.spotify.com/v1/audio-analysis/33prXoje4bkggcsVOP6IT6	0.867	131287.0	0.610	0.000000	7.0	0.1310	-7.020	1.0	0.327	100.967	4.0	https://api.spotify.com/v1/tracks/33prXoje4bkggcsVOP6IT6	audio_features	spotify:track:33prXoje4bkggcsVOP6IT6	0.259	True	1.0	2023.0	April	1
6	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB']	AB	NaN	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	134.328	About Benjamin Records	2023-04-15 00:00:00 UTC	8	3FxAeZpDNW3x0UXPwkucpl	Gallery Department	4	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.02230	https://api.spotify.com/v1/audio-analysis/3FxAeZpDNW3x0UXPwkucpl	0.896	134329.0	0.641	0.000000	1.0	0.3510	-6.838	1.0	0.190	100.526	4.0	https://api.spotify.com/v1/tracks/3FxAeZpDNW3x0UXPwkucpl	audio_features	spotify:track:3FxAeZpDNW3x0UXPwkucpl	0.301	True	0.0	2023.0	April	1
7	4zH8bbEjLe0Gdbv2FVLjnK	Son Of Tabu	1	album	['AB']	AB	NaN	NaN	NaN	NaN	08jcfs5JspUBqM3rbFNUzm	163.422	About Benjamin Records	2023-04-15 00:00:00 UTC	8	50tZ5mxMfWEvBZ5btMcmmi	Dead Body	7	[]	133	AB	NaN	NaN	NaN	NaN	NaN	0.32300	https://api.spotify.com/v1/audio-analysis/50tZ5mxMfWEvBZ5btMcmmi	0.873	163422.0	0.526	0.000000	1.0	0.2470	-10.091	1.0	0.260	93.999	4.0	https://api.spotify.com/v1/tracks/50tZ5mxMfWEvBZ5btMcmmi	audio_features	spotify:track:50tZ5mxMfWEvBZ5btMcmmi	0.286	True	0.0	2023.0	April	1
8	7iZ8SfZz0OEF4y5O7SrTXH	2Pack	0	single	['AT']	AT	NaN	NaN	NaN	NaN	5Bv0IHYIouKRrJaPKMjepa	182.909	AT	2023-07-07 00:00:00 UTC	2	4IzFhRLg0qK0XSpodSaNBH	Mellow	2	[]	37	AT	NaN	NaN	NaN	NaN	NaN	0.76400	https://api.spotify.com/v1/audio-analysis/4IzFhRLg0qK0XSpodSaNBH	0.763	182909.0	0.532	0.003780	10.0	0.1150	-11.040	0.0	0.183	126.098	4.0	https://api.spotify.com/v1/tracks/4IzFhRLg0qK0XSpodSaNBH	audio_features	spotify:track:4IzFhRLg0qK0XSpodSaNBH	0.500	True	0.0	2023.0	July	1
9	7iZ8SfZz0OEF4y5O7SrTXH	2Pack	0	single	['AT']	AT	NaN	NaN	NaN	NaN	5Bv0IHYIouKRrJaPKMjepa	190.511	AT	2023-07-07 00:00:00 UTC	2	21EP4aM1ASi5fn43gPNes1	Egomaniac	1	[]	37	AT	NaN	NaN	NaN	NaN	NaN	0.01040	https://api.spotify.com/v1/audio-analysis/21EP4aM1ASi5fn43gPNes1	0.695	190511.0	0.706	0.000000	6.0	0.1100	-8.181	1.0	0.248	91.972	4.0	https://api.spotify.com/v1/tracks/21EP4aM1ASi5fn43gPNes1	audio_features	spotify:track:21EP4aM1ASi5fn43gPNes1	0.639	True	0.0	2023.0	July	1

	album_id	album_name	album_popularity	album_type	artists	artist_0	artist_1	artist_2	artist_3	artist_4	artist_id	duration_sec	label	release_date	total_tracks	track_id	track_name	track_number	artist_genres	artist_popularity	followers	name	genre_0	genre_1	genre_2	genre_3	genre_4	acousticness	analysis_url	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	track_href	type	uri	valence	explicit	track_popularity	release_year	release_month	rn
375131	2rU7u7C2v5i45MFVxx7xG1	Taylor Swift (Big Machine Radio Release Special)	65	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	204.706	Big Machine Records, LLC	2006-10-24 00:00:00 UTC	30	7snx7w5WZLHovS0xC45ZfP	Teardrops On My Guitar - Radio Single Remix	6	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.33100	https://api.spotify.com/v1/audio-analysis/7snx7w5WZLHovS0xC45ZfP	0.626	204707.0	0.440	0.000000	10.0	0.1460	-6.942	1.0	0.0232	99.962	4.0	https://api.spotify.com/v1/tracks/7snx7w5WZLHovS0xC45ZfP	audio_features	spotify:track:7snx7w5WZLHovS0xC45ZfP	0.2590	False	60.0	2006.0	October	1
375132	4hDok0OAJd57SGIT8xuWJH	Fearless (Taylor'S Version)	89	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	200.575	Taylor Swift	2021-04-09 00:00:00 UTC	26	0k0vFacOHNuArLWMiH60p7	Tell Me Why (Taylor’S Version)	8	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.02220	https://api.spotify.com/v1/audio-analysis/0k0vFacOHNuArLWMiH60p7	0.578	200576.0	0.909	0.000000	7.0	0.3330	-3.669	1.0	0.0628	100.023	4.0	https://api.spotify.com/v1/tracks/0k0vFacOHNuArLWMiH60p7	audio_features	spotify:track:0k0vFacOHNuArLWMiH60p7	0.5410	False	68.0	2021.0	April	1
375133	1KlU96Hw9nlvqpBPlSqcTV	Red (Deluxe Edition)	62	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	230.133	Big Machine Records, LLC	2012-10-22 00:00:00 UTC	22	3bIxTsfeNMO7Nt2J3EUKrA	22	6	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.00215	https://api.spotify.com/v1/audio-analysis/3bIxTsfeNMO7Nt2J3EUKrA	0.658	230133.0	0.729	0.001300	7.0	0.0752	-6.561	1.0	0.0378	104.007	4.0	https://api.spotify.com/v1/tracks/3bIxTsfeNMO7Nt2J3EUKrA	audio_features	spotify:track:3bIxTsfeNMO7Nt2J3EUKrA	0.6680	False	58.0	2012.0	October	1
375134	1KlU96Hw9nlvqpBPlSqcTV	Red (Deluxe Edition)	62	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	240.133	Big Machine Records, LLC	2012-10-22 00:00:00 UTC	22	2wtHlpYSgC7xEdD3DrSHNL	The Lucky One	13	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.03710	https://api.spotify.com/v1/audio-analysis/2wtHlpYSgC7xEdD3DrSHNL	0.706	240133.0	0.499	0.000000	4.0	0.1320	-7.675	1.0	0.0369	117.937	4.0	https://api.spotify.com/v1/tracks/2wtHlpYSgC7xEdD3DrSHNL	audio_features	spotify:track:2wtHlpYSgC7xEdD3DrSHNL	0.5450	False	44.0	2012.0	October	1
375135	1Hrs3jLGexOvBoaPMoOQYJ	Reputation (Big Machine Radio Release Special)	56	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	236.413	Big Machine Records, LLC	2017-11-10 00:00:00 UTC	31	4G0Qrxqm15QTeC2jMcOpAf	Don’T Blame Me	8	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.10600	https://api.spotify.com/v1/audio-analysis/4G0Qrxqm15QTeC2jMcOpAf	0.615	236413.0	0.534	0.000018	9.0	0.0607	-6.719	0.0	0.0386	135.917	4.0	https://api.spotify.com/v1/tracks/4G0Qrxqm15QTeC2jMcOpAf	audio_features	spotify:track:4G0Qrxqm15QTeC2jMcOpAf	0.1930	False	48.0	2017.0	November	1
375136	1MPAXuTVL2Ej5x0JHiSPq8	Reputation Stadium Tour Surprise Song Playlist	76	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	267.653	Big Machine Records, LLC	2017-11-09 00:00:00 UTC	46	2fF3QzbGCrtrDXIdWcg1mv	The Story Of Us	38	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.00556	https://api.spotify.com/v1/audio-analysis/2fF3QzbGCrtrDXIdWcg1mv	0.547	267653.0	0.808	0.000304	4.0	0.0587	-3.630	1.0	0.0398	139.908	4.0	https://api.spotify.com/v1/tracks/2fF3QzbGCrtrDXIdWcg1mv	audio_features	spotify:track:2fF3QzbGCrtrDXIdWcg1mv	0.6500	False	35.0	2017.0	November	1
375137	6fyR4wBPwLHKcRtxgd4sGh	Speak Now World Tour Live	60	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	315.173	Big Machine Records, LLC	2010-10-25 00:00:00 UTC	16	0BSmbCIY36iw04azzJ3S0S	Drops Of Jupiter - Live/2011	10	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.80600	https://api.spotify.com/v1/audio-analysis/0BSmbCIY36iw04azzJ3S0S	0.374	315173.0	0.504	0.000000	2.0	0.7600	-8.407	1.0	0.0392	109.025	5.0	https://api.spotify.com/v1/tracks/0BSmbCIY36iw04azzJ3S0S	audio_features	spotify:track:0BSmbCIY36iw04azzJ3S0S	0.2700	False	53.0	2010.0	October	1
375138	7mzrIsaAjnXihW3InKjlC3	Taylor Swift	75	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	207.106	Big Machine Records, LLC	2006-10-24 00:00:00 UTC	15	2QA3IixpRcKyOdG7XDzRgv	The Outside	6	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.00491	https://api.spotify.com/v1/audio-analysis/2QA3IixpRcKyOdG7XDzRgv	0.589	207107.0	0.805	0.000000	5.0	0.2400	-4.055	1.0	0.0293	112.982	4.0	https://api.spotify.com/v1/tracks/2QA3IixpRcKyOdG7XDzRgv	audio_features	spotify:track:2QA3IixpRcKyOdG7XDzRgv	0.5910	False	58.0	2006.0	October	1
375139	11gfxXxJPd3j6sdWUyEA5S	Taylor Swift Karaoke: Red	20	album	['Taylor Swift', 'Ed Sheeran']	Taylor Swift	Ed Sheeran	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	243.933	Big Machine Records, LLC	2012-10-22 00:00:00 UTC	16	5cXTESo2BLCYwmUKF2uE8A	Everything Has Changed - Instrumental With Background Vocals	14	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.12400	https://api.spotify.com/v1/audio-analysis/5cXTESo2BLCYwmUKF2uE8A	0.581	243933.0	0.469	0.757000	6.0	0.3660	-10.420	1.0	0.0621	80.048	4.0	https://api.spotify.com/v1/tracks/5cXTESo2BLCYwmUKF2uE8A	audio_features	spotify:track:5cXTESo2BLCYwmUKF2uE8A	0.2690	False	7.0	2012.0	October	1
375140	19O46pvAPG1Xg6fxAuSU5F	Midnights (The Til Dawn Edition)	61	album	['Taylor Swift']	Taylor Swift	NaN	NaN	NaN	NaN	06HL4z0CvFAxyc27GXpf02	218.270	Taylor Swift	2023-05-26 00:00:00 UTC	23	6WZgeIZgy7iFSC25chloVu	Maroon	2	['pop']	100	95859165	Taylor Swift	pop	NaN	NaN	NaN	NaN	0.06500	https://api.spotify.com/v1/audio-analysis/6WZgeIZgy7iFSC25chloVu	0.654	218271.0	0.405	0.000001	7.0	0.0899	-8.255	1.0	0.0357	108.051	4.0	https://api.spotify.com/v1/tracks/6WZgeIZgy7iFSC25chloVu	audio_features	spotify:track:6WZgeIZgy7iFSC25chloVu	0.0386	False	45.0	2023.0	May	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts